This page presents the extensive results list of the paper entitled "Data Poisoning: When ML feels ill".
The results are divided according to the mitigation system implemented: No voting system and Voting system with 3, 5, or 7 votes.
To see each of this systems please pick one in the dropdown bellow.

Overall analysis


Random attack

Switch attack

Flip attack

Individual analysis - Random


Logistic Regression

Support Vector Machine

K- Nearest Neighbors (1)


K- Nearest Neighbors (3)

K- Nearest Neighbors (5)

K- Nearest Neighbors (7)


K- Nearest Neighbors (9)

Decision Tree

Artificial Neural Network


Random Forest

Voting Classifier (hard)

Voting Classifier (soft)

Individual analysis - Switch


Logistic Regression

Support Vector Machine

K- Nearest Neighbors (1)


K- Nearest Neighbors (3)

K- Nearest Neighbors (5)

K- Nearest Neighbors (7)


K- Nearest Neighbors (9)

Decision Tree

Artificial Neural Network


Random Forest

Voting Classifier (hard)

Voting Classifier (soft)

Individual analysis - Flip


Logistic Regression

Support Vector Machine

K- Nearest Neighbors (1)


K- Nearest Neighbors (3)

K- Nearest Neighbors (5)

K- Nearest Neighbors (7)


K- Nearest Neighbors (9)

Decision Tree

Artificial Neural Network


Random Forest

Voting Classifier (hard)

Voting Classifier (soft)

Random attack

Switch attack

Flip attack

Logistic Regression

Support Vector Machine

K- Nearest Neighbors (1)

K- Nearest Neighbors (3)

K- Nearest Neighbors (5)

K- Nearest Neighbors (7)

K- Nearest Neighbors (9)

Decision Tree

Artificial Neural Network

Random Forest

Voting Classifier (hard)

Voting Classifier (soft)

Random attack

Switch attack

Flip attack

Logistic Regression

Support Vector Machine

K- Nearest Neighbors (1)

K- Nearest Neighbors (3)

K- Nearest Neighbors (5)

K- Nearest Neighbors (7)

K- Nearest Neighbors (9)

Decision Tree

Artificial Neural Network

Random Forest

Voting Classifier (hard)

Voting Classifier (soft)

Random attack

Switch attack

Flip attack

Logistic Regression

Support Vector Machine

K- Nearest Neighbors (1)

K- Nearest Neighbors (3)

K- Nearest Neighbors (5)

K- Nearest Neighbors (7)

K- Nearest Neighbors (9)

Decision Tree

Artificial Neural Network

Random Forest

Voting Classifier (hard)

Voting Classifier (soft)